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Fine-Tuning LLMs: A Practical Guide

Fine-tuning lets you adapt a pre-trained language model to your specific domain, style, or task — without training from scratch. This guide explains when fine-tuning is the right choice, how LoRA makes it affordable, and how to run a fine-tuning job with Hugging Face PEFT.

Jun 4, 2026·11 min read

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